Portrait
Zhengxian Huang
Ph.D. candidate
@ Zhejiang University
Hangzhou, China
Zhengxian Huang

I am Zhengxian Huang (黄郑献), a second-year Ph.D. candidate at the Ubiquitous System Security Lab (USSLAB), Zhengjiang University, where I have been conducting research under the supervision of Prof. Wenyuan Xu and Prof. Xiaoyu Ji.

My research interests primarily focus on AI Security and Embodied AI, with a particular emphasis on the security of embodied AI systems. My long-term research goal is to build safe, trustworthy, and robust embodied AI systems that can reliably interact with the physical world.

Education
  • Zhejiang University
    Ubiquitous System Security Lab
    Ph.D. Student
    Sep. 2024 - present
  • Zhejiang University
    B.S. in Automation
    Sep. 2020 - Jun. 2024
Honors & Awards
  • Outstanding Graduate, Zhejiang University
    2024
News
2026
Our paper TRAP has been accepted by ICML 2026 !
May 01
Selected Publications (view all )
TRAP: Hijacking VLA CoT-Reasoning via Adversarial Patches
ICML
TRAP: Hijacking VLA CoT-Reasoning via Adversarial Patches

Zhengxian Huang, Wenjun Zhu, Haoxun Qiu, Xiaoyu Ji†, Wenyuan Xu

International Conference on Machine Learning (ICML) 2026 Poster

the first targeted behavior-hijacking adversarial attack against CoT-reasoning VLA models via adversarial patch.

TRAP: Hijacking VLA CoT-Reasoning via Adversarial Patches

Zhengxian Huang, Wenjun Zhu, Haoxun Qiu, Xiaoyu Ji†, Wenyuan Xu

International Conference on Machine Learning (ICML) 2026 Poster

the first targeted behavior-hijacking adversarial attack against CoT-reasoning VLA models via adversarial patch.

ICML
All publications